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To address the inherent challenges of intermittent renewable energy generation, this paper proposes a comprehensive energy optimization strategy that integrates coordinated wind–solar power dispatch with strategic battery storage capacity allocation. . With the progressive advancement of the energy transition strategy, wind–solar energy complementary power generation has emerged as a pivotal component in the global transition towards a sustainable, low-carbon energy future. Distributed wind assets are often installed to offset retail power costs. . Wind-solar integration with energy storage is an available strategy for facilitating the grid synthesis of large-scale renewable energy sources generation. Battery Energy Storage Systems (BESS) are crucial in managing the. . Without proper energy storage solutions, wind and solar cannot consistently supply power during peak demand.